{"id":13969,"date":"2025-06-24T17:37:00","date_gmt":"2025-06-24T15:37:00","guid":{"rendered":"https:\/\/sw.fst.com\/magazine\/2025\/07\/umela-inteligence-jako-podpora-pri-vstrikovani-elastomeru\/"},"modified":"2025-07-23T17:28:44","modified_gmt":"2025-07-23T15:28:44","slug":"umela-inteligence-jako-podpora-pri-vstrikovani-elastomeru","status":"publish","type":"post","link":"https:\/\/sw.fst.com\/magazine\/cs\/2025\/06\/umela-inteligence-jako-podpora-pri-vstrikovani-elastomeru\/","title":{"rendered":"Um\u011bl\u00e1 inteligence jako podpora p\u0159i vst\u0159ikov\u00e1n\u00ed elastomer\u016f"},"content":{"rendered":"\n

Zku\u0161enosti se potk\u00e1vaj\u00ed s technologi\u00ed: v\u00fdroba<\/sup> Simmerring\u00ae ve Weinheimu je d\u011bji\u0161t\u011bm v\u00fdzkumn\u00e9ho projektu v oblasti um\u011bl\u00e9 inteligence.<\/strong><\/p>\n\n

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Kompaktn\u00ed<\/h2>\n\n\n\n

<\/p>\n\n\n\n

Ve v\u00fdrobn\u00edm z\u00e1vod\u011b Simmerring\u00ae ve Weinheimu prob\u00edh\u00e1 v\u00fdzkumn\u00fd projekt zam\u011b\u0159en\u00fd na zlep\u0161en\u00ed pr\u016fmyslov\u00fdch proces\u016f pomoc\u00ed um\u011bl\u00e9 inteligence (AI).<\/p>\n\n\n\n

C\u00edlem projektu je vyu\u017e\u00edt um\u011blou inteligenci k p\u0159edv\u00edd\u00e1n\u00ed kvalitativn\u00edch vlastnost\u00ed vst\u0159ikovan\u00fdch elastomerov\u00fdch d\u00edl\u016f a optimalizaci v\u00fdrobn\u00edch proces\u016f. D\u016fraz je kladen na sn\u00ed\u017een\u00ed zmetk\u016f a zv\u00fd\u0161en\u00ed efektivity. <\/p>\n\n\n\n

B\u011b\u017en\u00e9 p\u0159\u00edstupy um\u011bl\u00e9 inteligence vy\u017eaduj\u00ed velk\u00e9 mno\u017estv\u00ed dat. Zde pou\u017eit\u00e1 metoda v\u0161ak zahrnuje fyzik\u00e1ln\u00ed korelace a odborn\u00e9 znalosti koleg\u016f, aby se zkr\u00e1tily pot\u0159ebn\u00e9 tr\u00e9novac\u00ed \u00fadaje a doba v\u00fdvoje. <\/p>\n\n\n\n

V\u00fdzkum byl roz\u0161\u00ed\u0159en na n\u011bkolik typ\u016f stroj\u016f a v\u00fdrobk\u016f, aby se poznatky p\u0159enesly na co nejv\u011bt\u0161\u00ed po\u010det v\u00fdrobk\u016f a z\u00e1rove\u0148 byla zaji\u0161t\u011bna kvalita v\u00fdrobk\u016f.<\/p>\n\n\n\n

Das Projekt hat zudem die Zusammenarbeit mit anderen Freudenberg-Standorten, darunter Kufstein und Freudenberg Home and Cleaning Solutions in Italien, initiiert, um KI-L\u00f6sungen zu \u00fcbertragen und zu skalieren.<\/p>\n<\/div><\/div>\n\n

Alexander Olbrich se ji\u017e n\u011bkolik let zab\u00fdv\u00e1 t\u00edm, jak lze pomoc\u00ed um\u011bl\u00e9 inteligence (AI) zlep\u0161it pr\u016fmyslov\u00e9 procesy. Jako doktorand na N\u011bmeck\u00e9m institutu gum\u00e1rensk\u00e9 technologie pracuje pro podnikovou funkci Freudenberg Technology Innovation (FTI). V r\u00e1mci sv\u00e9 diserta\u010dn\u00ed pr\u00e1ce provedl v technick\u00e9m centru spoustu experiment\u016f. „M\u00fdm c\u00edlem bylo p\u0159en\u00e9st sv\u00e9 v\u00fdsledky na konkr\u00e9tn\u00ed v\u00fdrobky spole\u010dnosti Freudenberg. Abych z\u00edskal d\u016fkladn\u00e9 znalosti o procesech, bylo pro m\u011b obzvl\u00e1\u0161t\u011b d\u016fle\u017eit\u00e9 b\u00fdt p\u0159\u00edmo na m\u00edst\u011b. Cht\u011bl jsem se podrobn\u011b sezn\u00e1mit s v\u00fdrobn\u00edm procesem a usilovat o \u00fazk\u00fd dialog se zku\u0161en\u00fdmi kolegy, kte\u0159\u00ed na syst\u00e9mech pracuj\u00ed ka\u017ed\u00fd den a maj\u00ed hlubok\u00e9 praktick\u00e9 znalosti.“ Takto popisuje d\u016fvody, pro\u010d zhruba p\u0159ed rokem do\u010dasn\u011b p\u0159esunul centrum sv\u00fdch aktivit do v\u00fdrobn\u00edho z\u00e1vodu Simmerring\u00ae<\/sup> ve Weinheimu. <\/p>\n\n

Tento projekt podpo\u0159il Sarang Etemadi, vedouc\u00ed provozn\u00edho odd\u011blen\u00ed divize Dynamic Sealing ve Weinheimu. „Ned\u011bl\u00e1me to proto, \u017ee AI je m\u00f3dn\u00ed slovo, kter\u00e9 maj\u00ed v\u0161ichni na jazyku, ale proto\u017ee o\u010dek\u00e1v\u00e1me, \u017ee AI m\u00e1 ekonomick\u00fd potenci\u00e1l. AI mus\u00ed pom\u00e1hat na\u0161im lidem ve v\u00fdrob\u011b. S ohledem na to jsme Alexandru Olbrichovi r\u00e1di nab\u00eddli platformu pro inovace v r\u00e1mci jeho v\u00fdzkumn\u00e9ho projektu AI. Je to oboustrann\u011b v\u00fdhodn\u00e1 situace, kter\u00e1 n\u00e1m pom\u00e1h\u00e1 je\u0161t\u011b l\u00e9pe zvl\u00e1dat rozmanitost a slo\u017eitost na\u0161ich proces\u016f,“ uv\u00e1d\u00ed. <\/p>\n\n

P\u0159edpov\u00edd\u00e1n\u00ed vlastnost\u00ed, optimalizace proces\u016f<\/strong><\/p>\n\n

Jak lze pomoc\u00ed um\u011bl\u00e9 inteligence p\u0159edpov\u00eddat kvalitativn\u00ed vlastnosti vst\u0159ikovan\u00fdch elastomerov\u00fdch d\u00edl\u016f? A jak lze na z\u00e1klad\u011b model\u016f AI optimalizovat v\u00fdrobn\u00ed proces? Spole\u010dnost Olbrich se zam\u011b\u0159ila konkr\u00e9tn\u011b na dv\u011b t\u00e9mata: zaprv\u00e9 na sn\u00ed\u017een\u00ed zmetk\u016f a zadruh\u00e9 na zv\u00fd\u0161en\u00ed efektivity prost\u0159ednictv\u00edm optimalizace doby cyklu. <\/p>\n\n

K popisu problematiky zmetk\u016f pou\u017e\u00edv\u00e1 term\u00edn „poruchy viskozity“. I drobn\u00e9 v\u00fdkyvy v jednotliv\u00fdch d\u00e1vk\u00e1ch sm\u011bsi a m\u011bn\u00edc\u00ed se okoln\u00ed podm\u00ednky ovliv\u0148uj\u00ed tokov\u00e9 chov\u00e1n\u00ed materi\u00e1lu p\u0159i vst\u0159ikov\u00e1n\u00ed. To m\u016f\u017ee v\u00e9st k nedostate\u010dn\u00e9mu nebo nadm\u011brn\u00e9mu pln\u011bn\u00ed dutin formy. V\u00fdsledek: zmetky. Takov\u00fd odpad materi\u00e1lu zvy\u0161uje v\u00fdrobn\u00ed n\u00e1klady. <\/p>\n\n

Jin\u00e9 typy zmetk\u016f zase p\u0159\u00edmo souvisej\u00ed s prom\u011bnn\u00fdmi omezuj\u00edc\u00edmi \u00fa\u010dinnost procesu. Nap\u0159\u00edklad nedostate\u010dn\u011b zes\u00edt\u011bn\u00e9 sou\u010d\u00e1sti mohou m\u00edt bubliny nebo vtokov\u00e9 vady. To vede ke slo\u017eit\u00e9mu konfliktu c\u00edlov\u00fdch hodnot mezi dosa\u017eitelnou dobou cyklu a m\u00edrou zmetkovitosti. V\u00fdsledn\u00fd optim\u00e1ln\u00ed provozn\u00ed bod se zase m\u016f\u017ee posunout v d\u016fsledku kol\u00eds\u00e1n\u00ed \u0161ar\u017ee a prost\u0159ed\u00ed. <\/p>\n\n

„Jde o to, \u017ee vypo\u010d\u00edt\u00e1me vliv t\u011bchto v\u00fdkyv\u016f a na z\u00e1klad\u011b toho ur\u010d\u00edme optim\u00e1ln\u00ed dobu vulkanizace a cyklu p\u0159i optim\u00e1ln\u00ed teplot\u011b,“ vysv\u011btluje. Zne\u010di\u0161t\u011bn\u00ed formy m\u016f\u017ee tak\u00e9 zp\u016fsobit zbyte\u010dn\u00fd v\u00fdrobn\u00ed odpad – Olbrich proto ve sv\u00e9m v\u00fdzkumu zohlednil i tuto skute\u010dnost. <\/p>\n\n

\"\"
Jak mohou zam\u011bstnanci vyu\u017e\u00edvat um\u011blou inteligenci ve v\u00fdrob\u011b? Zleva doprava: Bernhard Br\u00e4unig, Christian Ernst, Alexander Olbrich, Philip Stein, Egbert G\u00f6lz.<\/figcaption><\/figure>\n\n

P\u0159enos znalost\u00ed<\/strong><\/p>\n\n

Tradi\u010dn\u00ed p\u0159\u00edstupy um\u011bl\u00e9 inteligence vy\u017eaduj\u00ed velk\u00e9 mno\u017estv\u00ed smyslupln\u00fdch dat, aby mohly vytvo\u0159it sv\u00e9 odborn\u00e9 \u0159e\u0161en\u00ed pomoc\u00ed strojov\u00e9ho u\u010den\u00ed. To je v\u00fdchoz\u00ed situace, kter\u00e1 ve v\u00fdrobn\u00edm prost\u0159ed\u00ed obvykle neexistuje vzhledem k velk\u00e9mu mno\u017estv\u00ed variant v\u00fdrobk\u016f a stroj\u016f r\u016fzn\u00e9ho st\u00e1\u0159\u00ed od r\u016fzn\u00fdch v\u00fdrobc\u016f. \u0158e\u0161en\u00edm tohoto probl\u00e9mu p\u0159i modelov\u00e1n\u00ed procesu je zohledn\u011bn\u00ed fyzik\u00e1ln\u00edch korelac\u00ed a odborn\u00fdch znalost\u00ed specialist\u016f na m\u00edst\u011b. <\/p>\n\n

To ur\u010dilo Olbrich\u016fv p\u0159\u00edstup: Pot\u00e9 vyvinul modely strojov\u00e9ho u\u010den\u00ed s prediktivn\u00ed schopnost\u00ed a nakonec implementoval \u0159\u00eddic\u00ed algoritmy, kter\u00e9 opravuj\u00ed chyby a optimalizuj\u00ed proces. „Zapojen\u00ed zku\u0161enost\u00ed se\u0159izova\u010d\u016f a odborn\u00fdch znalost\u00ed na\u0161ich koleg\u016f z procesn\u00edho in\u017een\u00fdrstv\u00ed bylo kl\u00ed\u010dov\u00e9 pro v\u00fdrazn\u00e9 zkr\u00e1cen\u00ed pot\u0159ebn\u00fdch tr\u00e9novac\u00edch dat a souvisej\u00edc\u00edch \u010das\u016f v\u00fdvoje,“ \u0159\u00edk\u00e1 Olbrich. To, co p\u016fvodn\u011b za\u010dalo na jednom stroji s jedn\u00edm \u010dl\u00e1nkem, pozd\u011bji roz\u0161\u00ed\u0159il na n\u011bkolik typ\u016f stroj\u016f a \u010dl\u00e1nk\u016f v\u00fdroby Weinheim Simmerring. „Vzhledem k \u0161irok\u00e9 \u0161k\u00e1le variant v z\u00e1vod\u011b je c\u00edlem p\u0159en\u00e9st znalosti na co nejv\u00edce \u010dl\u00e1nk\u016f,“ vysv\u011btluje. <\/p>\n\n

Proto\u017ee zv\u00fd\u0161en\u00edm \u00fa\u010dinnosti nesm\u00ed utrp\u011bt kvalita v\u00fdrobku, testy na zku\u0161ebn\u00ed stolici ukazuj\u00ed, zda jsou po\u017eadovan\u00e9 vlastnosti zachov\u00e1ny i po \u00faprav\u011b procesu. Olbrich zd\u016fraz\u0148uje: „Kvalita kone\u010dn\u00fdch v\u00fdrobk\u016f m\u00e1 nejvy\u0161\u0161\u00ed prioritu. Pro zaji\u0161t\u011bn\u00ed budouc\u00ed pou\u017eitelnosti je d\u016fle\u017eit\u00e9 \u00fazce zapojit kolegy z v\u00fdvoje v\u00fdrobk\u016f, aby bylo mo\u017en\u00e9 kriticky otestovat funk\u010dnost optimalizovan\u00fdch polo\u017eek.“ <\/p>\n\n

Olbrich\u016fv v\u00fdzkum je zalo\u017een na my\u0161lence, \u017ee stroje mohou pomoc\u00ed um\u011bl\u00e9 inteligence rozpoznat probl\u00e9m a okam\u017eit\u011b zah\u00e1jit kroky k optimalizaci procesu. P\u0159\u00edpadn\u011b um\u011bl\u00e1 inteligence podporuje pracovn\u00edky n\u00e1vrhy na \u00fapravu procesu. On i Etemadi jasn\u011b \u0159\u00edkaj\u00ed jednu v\u011bc: AI je pom\u016fcka, nikoliv v\u0161el\u00e9k. Etemadi \u0159\u00edk\u00e1: „Um\u011bl\u00e1 inteligence m\u016f\u017ee vytvo\u0159it transparentnost, zviditelnit chyby a v\u00fdkyvy, kter\u00e9 by jinak bylo t\u00e9m\u011b\u0159 nemo\u017en\u00e9 rozpoznat. Na\u0161i lid\u00e9 v\u0161ak z\u016fst\u00e1vaj\u00ed se sv\u00fdmi odborn\u00fdmi znalostmi a zku\u0161enostmi nesm\u00edrn\u011b d\u016fle\u017eit\u00ed.“ A dod\u00e1v\u00e1: „Na\u0161e procesy generuj\u00ed velk\u00e9 mno\u017estv\u00ed dat. Ta je t\u0159eba analyzovat. V kombinaci s na\u0161\u00edm syst\u00e9mem MES (Manufacturing Execution System) m\u016f\u017ee um\u011bl\u00e1 inteligence toto vyhodnocov\u00e1n\u00ed v\u00fdznamn\u011b podpo\u0159it, aby bylo mo\u017en\u00e9 na\u0161e procesy optimalizovat. V\u00fdzkumn\u00e1 pr\u00e1ce Alexandra Olbricha dokazuje, \u017ee to funguje.“ <\/p>\n\n

Inovace spole\u010dn\u011b – tak\u00e9 se spole\u010dnost\u00ed Kufstein<\/strong><\/p>\n\n

Olbrichova doktorsk\u00e1 pr\u00e1ce ho zavedla tak\u00e9 do z\u00e1vodu Lead Centre Integrated Molded Components v Kufsteinu. „V Kufsteinu se zam\u011b\u0159il na sn\u00ed\u017een\u00ed zmetk\u016f a optimalizaci doby cyklu p\u0159i v\u00fdrob\u011b nakl\u00e1p\u011bc\u00edch armatur pro elektromagnetick\u00e9 ventily. Rakou\u0161t\u00ed kolegov\u00e9 jsou na impozantn\u00ed technologick\u00e9 \u00farovni a dok\u00e1zali mi poskytnout ty nejlep\u0161\u00ed v\u00fdchoz\u00ed podm\u00ednky pro mou pr\u00e1ci,“ vysv\u011btluje. Podobnost obou p\u0159\u00edpad\u016f pou\u017eit\u00ed umo\u017e\u0148uje mnoho pozitivn\u00edch synergi\u00ed mezi ob\u011bma pracovi\u0161ti. D\u00edky spole\u010dn\u00e9 spolupr\u00e1ci s odborn\u00edky na digitalizaci z divize speci\u00e1ln\u00edch t\u011bsnic\u00edch v\u00fdrobk\u016f bylo mo\u017en\u00e9 vyvinut\u00e1 \u0159e\u0161en\u00ed p\u0159en\u00e9st do prvn\u00edch demonstra\u010dn\u00edch aplikac\u00ed. Olbrichova pr\u00e1ce tak\u00e9 iniciovala v\u00fdm\u011bnu mezi ob\u011bma vedouc\u00edmi st\u0159edisky: naj\u00edt standardy a nezbytn\u00e9 r\u00e1mcov\u00e9 podm\u00ednky pro vyu\u017eit\u00ed um\u011bl\u00e9 inteligence, kter\u00e9 lze v r\u00e1mci FST \u0161k\u00e1lovat, tj. vyu\u017e\u00edvat v \u0161irok\u00e9m m\u011b\u0159\u00edtku. „To je Inovace spole\u010dn\u011b,“ shrnuje Etemadi. <\/p>\n\n

Ve spole\u010dnosti Freudenberg to funguje i nad r\u00e1mec FST. „V r\u00e1mci spole\u010dn\u00e9ho projektu se spole\u010dnost\u00ed Freudenberg Home and Cleaning Solutions v It\u00e1lii se n\u00e1m poda\u0159ilo p\u0159en\u00e9st \u0159e\u0161en\u00ed vyvinut\u00e1 v r\u00e1mci FST ve Weinheimu a Kufsteinu – v modifikovan\u00e9 podob\u011b – na vst\u0159ikov\u00e1n\u00ed termoplast\u016f a p\u0159ev\u00e9st je do pilotn\u00edho procesu,“ uv\u00e1d\u00ed Olbrich. Dal\u0161\u00edm jeho c\u00edlem je zahrani\u010dn\u00ed pobyt ve spole\u010dnosti Freudenberg Medical v USA. A n\u011bkdy „mezit\u00edm“ bude muset sv\u00e9 projekty a poznatky sepsat jako doktorskou pr\u00e1ci – samoz\u0159ejm\u011b bez podpory AI. <\/p>\n

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\r\n \r\n <\/i>\r\n <\/a>\r\n <\/span>\r\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"

Zku\u0161enosti se potk\u00e1vaj\u00ed s technologi\u00ed: v\u00fdroba Simmerring\u00ae ve Weinheimu je d\u011bji\u0161t\u011bm v\u00fdzkumn\u00e9ho projektu v oblasti um\u011bl\u00e9 inteligence. Kompaktn\u00ed Ve v\u00fdrobn\u00edm z\u00e1vod\u011b Simmerring\u00ae ve Weinheimu prob\u00edh\u00e1 v\u00fdzkumn\u00fd projekt zam\u011b\u0159en\u00fd na zlep\u0161en\u00ed…<\/p>\n","protected":false},"author":5,"featured_media":12664,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1248,876,731],"tags":[],"powerkit_post_featured":[],"class_list":["post-13969","post","type-post","status-publish","format-standard","has-post-thumbnail","category-digitalizace","category-kufstein-cs","category-weinheim-cs"],"_links":{"self":[{"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/posts\/13969","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/comments?post=13969"}],"version-history":[{"count":1,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/posts\/13969\/revisions"}],"predecessor-version":[{"id":13970,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/posts\/13969\/revisions\/13970"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/media\/12664"}],"wp:attachment":[{"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/media?parent=13969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/categories?post=13969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/tags?post=13969"},{"taxonomy":"powerkit_post_featured","embeddable":true,"href":"https:\/\/sw.fst.com\/magazine\/cs\/wp-json\/wp\/v2\/powerkit_post_featured?post=13969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}